Deep Learning with Yacine on MSN

How to Implement Stochastic Gradient Descent with Momentum in Python

Learn how to implement SGD with momentum from scratch in Python—boost your optimization skills for deep learning.
Deep Learning with Yacine on MSN

Adadelta Optimizer From Scratch in Python – Step-by-Step Tutorial

Learn how to implement the Adadelta optimization algorithm from scratch in Python. This tutorial explains the math behind ...
IEEE

Distributed Adaptive Gradient Algorithm With Gradient Tracking for Stochastic Nonconvex Optimization

Abstract: This article considers a distributed stochastic nonconvex optimization problem, where the nodes in a network cooperatively minimize a sum of $L$-smooth ...

Switching it up: The secret survival strategy to life as revealed by mathematics

The seemingly unpredictable, and thereby uncontrollable, dynamics of living organisms have perplexed and fascinated ...
IEEE

The Powerball Method With Biased Stochastic Gradient Estimation for Large-Scale Learning Systems

Abstract: The Powerball method, via incorporating a power coefficient into conventional optimization algorithms, has been considered in accelerating stochastic optimization (SO) algorithms in recent ...